Model comparison

Muse Spark vs Step 2 16k Exp 202412

Muse Spark is the stronger model overall, scoring 50.6 to 39.2 on the Noometry Index.

Last verified . 12 shared benchmarks.

Muse Spark Meta

50.6

Rank #46 Confirmed

Step 2 16k Exp 202412 StepFun

39.2

Rank #171 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Muse Spark scores higher in 8 categories and Step 2 16k Exp 202412 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Muse Spark leads 65.7 to 35.2.

Side by side

Muse Spark and Step 2 16k Exp 202412 specifications
Muse SparkStep 2 16k Exp 202412
ProviderMetaStepFun
Noometry Index50.639.2
Released2026-04-08—
WeightsProprietaryProprietary
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked2712

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Category by category

Coding Muse Spark leads

Muse Spark: 46.2 (#69), Step 2 16k Exp 202412: 38.5 (#174)

Coding benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Coding14811316
SciCode51.5%—

Reasoning Muse Spark leads

Muse Spark: 35.9 (#67), Step 2 16k Exp 202412: 25.9 (#142)

Reasoning benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Hard Prompts14741299
CritPt11.3%—
Epoch Capabilities Index152.04—

Math Muse Spark leads

Muse Spark: 47.8 (#66), Step 2 16k Exp 202412: 36.3 (#169)

Math benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Math14551304
OTIS Mock AIME 2024-202588.9%—
ProofBench17%—
FrontierMath (Feb 2025 set)39%—
FrontierMath Tier 4 (v1)14.6%—

Knowledge Muse Spark leads

Muse Spark: 65.7 (#13), Step 2 16k Exp 202412: 35.2 (#187)

Knowledge benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Expert14571279
GPQA Diamond89.8%—
Humanity's Last Exam40.6%—

Multimodal Not comparable

Muse Spark: 43.4 (#24), Step 2 16k Exp 202412: —

Multimodal benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Vision1306—
LMArena Document1444—

Multilingual Muse Spark leads

Muse Spark: 56.1 (#24), Step 2 16k Exp 202412: 43.7 (#181)

Multilingual benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Non-English14641290
LMArena Chinese15091331
LMArena Russian14661324
LMArena French1497—
LMArena German1497—
LMArena Korean1459—
LMArena Spanish1472—

Instruction Following Muse Spark leads

Muse Spark: 75.9 (#51), Step 2 16k Exp 202412: 67.9 (#192)

Instruction Following benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Instruction Following14421287

Long Context Muse Spark leads

Muse Spark: 44.4 (#69), Step 2 16k Exp 202412: 39.7 (#170)

Long Context benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Longer Query14511307

Writing & Preference Muse Spark leads

Muse Spark: 66.0 (#39), Step 2 16k Exp 202412: 52.3 (#173)

Writing & Preference benchmarks
BenchmarkMuse SparkStep 2 16k Exp 202412
LMArena Text14741321
LMArena Creative Writing14591328
LMArena Multi-Turn14771292

Frequently asked questions

Is Muse Spark better than Step 2 16k Exp 202412?

Muse Spark is the stronger model overall, scoring 50.6 to 39.2 on the Noometry Index.

Is Muse Spark or Step 2 16k Exp 202412 better for coding?

Muse Spark scores higher on coding benchmarks: 46.2 versus 38.5 in the Noometry coding category.

How many benchmarks do Muse Spark and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and Step 2 16k Exp 202412 has 12.

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